{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2, matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pic_name = \"M3RQJCg-1200\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pic = cv2.imread(pic_name + \".jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pic_preprocessed  = cv2.cvtColor(cv2.GaussianBlur(pic, (7,7), 0), cv2.COLOR_BGR2GRAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x23d9353d048>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kyZPRp08f0/7X/Bx1YTa5CA9whs9kYoCV9ymva9CggWKkp0+froT+goKCxDFl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\n4OAAwBEIDg4ODg4eHIHg4ODg4AAA+D/p+EINEs0Y1AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23d93500320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pic_edges = cv2.bitwise_not(cv2.Canny(pic_preprocessed, threshold1=20, threshold2=60))\n",
    "plt.imshow(cv2.cvtColor(pic_edges, cv2.COLOR_GRAY2RGB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite(pic_name + \"_edges.jpg\", pic_edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.i"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
